# Pan-NLRome of Spinacia facilitates the rapid discovery of downy mildew resistance genes

**Authors:** Hongbing She, Huiyu Wang, Zhaosheng Xu, Helong Zhang, Zhiyuan Liu

PMC · DOI: 10.3389/fpls.2026.1766206 · Frontiers in Plant Science · 2026-02-10

## TL;DR

This paper introduces a comprehensive catalog of spinach's disease resistance genes, enabling faster identification of genes that protect against downy mildew.

## Contribution

The study presents a novel pipeline using a pan-NLRome and GWAS to rapidly identify resistance genes in spinach.

## Key findings

- A pan-NLRome of 2,549 NLR genes was constructed from 19 Spinacia assemblies.
- A candidate gene for downy mildew resistance was directly identified using the new pipeline.
- The pipeline outperformed single-genome methods by reducing the number of candidate genes.

## Abstract

Plant disease resistance is typically conferred by nucleotide-binding site leucine-rich repeats (NLR) proteins; however, the diversity of NLR genes in spinach has remained largely unexplored. We identified 2,549 NLR genes across 19 Spinacia assemblies of cultivated spinach and its two wild species, and constructed a comprehensive pan-NLRome, which was categorized into six subfamilies, and the most frequent NLR class was CC-NBARC-LRR. The pan-NLRome consists of 186 NLR families, comprising 38.7% core, 51.1% dispensable and 10.2% private families. By integrating pan-NLRome with k-mer-based genome-wide association studies (GWAS), we developed a novel pipeline for rapid identification of disease resistance genes. Using this approach, we directly pinpointed a candidate gene, Te17S24XX_Chr1_nlr42, for the RPF1 locus, which confers resistance to spinach downy mildew pathogen races 1–7, 9, 11, 13, 15, 16, 18, and 20. In contrast, a single-genome-based method identified four candidate genes, which required further analysis confirm the final gene. The Spinacia pan-NLRome serves as an invaluable resource for exploring NLR gene evolution and plant disease resistance mechanisms. Our developed pipeline offers a reliable and efficient strategy for cloning resistance genes across multiple crops.

## Linked entities

- **Genes:** Cxcr5 (C-X-C motif chemokine receptor 5) [NCBI Gene 29363], RPF1 (ribosome production factor 1 homolog) [NCBI Gene 80135]
- **Species:** Spinacia (taxon 3561)

## Full-text entities

- **Diseases:** NLR (MESH:D009371)
- **Chemicals:** Pan (MESH:C041728)
- **Species:** Solanum lycopersicum (tomato, species) [taxon 4081], Peronospora effusa (species) [taxon 542832], Arabidopsis thaliana (mouse-ear cress, species) [taxon 3702], Glycine max (soybean, species) [taxon 3847], Spinacia oleracea (spinach, species) [taxon 3562], Photobacterium sp. Fs9 (species) [taxon 1302761], Oryza sativa (Asian cultivated rice, species) [taxon 4530]
- **Mutations:** T2T
- **Cell lines:** Sp75 — Sus scrofa (Pig), Porcine lymphoma, Cancer cell line (CVCL_ZJ36)

## Full text

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## Figures

4 figures with captions in the complete paper: https://tomesphere.com/paper/PMC12929410/full.md

## References

56 references — full list in the complete paper: https://tomesphere.com/paper/PMC12929410/full.md

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Source: https://tomesphere.com/paper/PMC12929410