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

**Authors:** Adity Biswas, Katerina Trachtova, Kathryn R. Fixen

PMC · DOI: 10.1002/pro.70509 · Protein Science : A Publication of the Protein Society · 2026-02-23

## TL;DR

Scientists used computer models to predict which ferredoxins work best with nitrogenase, a key step in engineering nitrogen fixation into plants.

## Contribution

The study introduces a computational framework to predict ferredoxin-nitrogenase compatibility based on cofactor distance and interaction patterns.

## Key findings

- Ferredoxins involved in nitrogen fixation have shorter cofactor distances to the Fe protein, enabling faster electron transfer.
- Bacterial ferredoxins involved in nitrogen fixation show more complementary interactions with the Fe protein.
- Experimental validation in Rhodopseudomonas palustris supports the model's predictions about cofactor distance and compatibility.

## 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.

## Linked entities

- **Species:** Rhodopseudomonas palustris (taxon 1076)

## Full-text entities

- **Genes:** FD3 (ferredoxin 3) [NCBI Gene 817297] {aka ATFD3, F10A12.19, F10A12_19, ferredoxin 3}, FED A (2Fe-2S ferredoxin-like superfamily protein) [NCBI Gene 842386] {aka ATFD2, FD2, FERREDOXIN 2, FERRODOXIN A}, FD1 (ferredoxin 1) [NCBI Gene 837639] {aka ATFD1, T19D16.12, T19D16_12, ferredoxin 1}
- **Chemicals:** hydrogen (MESH:D006859), flavin (MESH:C024132), acetate (MESH:D000085), FMN (MESH:D005486), ATP (MESH:D000255), amino acids (MESH:D000596), arginine (MESH:D001120), NH4 + (-), glutamate (MESH:D018698), Fe (MESH:D007501), N2 (MESH:D009584), ammonium (MESH:D064751), alanine (MESH:D000409), ADP (MESH:D000244), ammonia (MESH:D000641), oxygen (MESH:D010100), Pi (MESH:D010716)
- **Species:** Clostridium sp. ATCC 29733 (species) [taxon 1507], Methanosarcina acetivorans (species) [taxon 2214], Triticum aestivum (bread wheat, species) [taxon 4565], Nostoc (genus) [taxon 1177], Methanococcus maripaludis (species) [taxon 39152], Cohnella sp. T (species) [taxon 365345], Zea mays (maize, species) [taxon 4577], Enterovirus C (no rank) [taxon 138950], Braarudosphaera bigelowii (species) [taxon 373042], Klebsiella oxytoca (species) [taxon 571], Arabidopsis thaliana (mouse-ear cress, species) [taxon 3702], Rhodopseudomonas palustris CGA009 (strain) [taxon 258594], Chlamydomonas reinhardtii (species) [taxon 3055], Anabaena sp. (species) [taxon 1167], Azotobacter vinelandii (species) [taxon 354], Saccharomyces cerevisiae (baker's yeast, species) [taxon 4932], Chlorobaculum tepidum (species) [taxon 1097], Rhodopseudomonas palustris (species) [taxon 1076], Thermotoga maritima (species) [taxon 2336], Clostridium pasteurianum (species) [taxon 1501], Escherichia coli (E. coli, species) [taxon 562]
- **Mutations:** K10E, lysine 10, K11A, 10 A
- **Cell lines:** PCC 7120 — Rattus norvegicus (Rat), Hybridoma (CVCL_A6HN)

## Full text

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## Figures

6 figures with captions in the complete paper: https://tomesphere.com/paper/PMC12929197/full.md

## References

83 references — full list in the complete paper: https://tomesphere.com/paper/PMC12929197/full.md

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Source: https://tomesphere.com/paper/PMC12929197