# Development of InDel markers associated with leaf protein content in mulberry based on whole-genome resequencing

**Authors:** Jiaqi Li, Zijing Shen, Qin Zhang, Jianguo Shi, Fugui Jia, Yumei Liu, Huiping Luo, Rou Zhang, Muhammad Abdul Rehman Rashid, Muhammad Abdul Rehman Rashid, Muhammad Abdul Rehman Rashid

PMC · DOI: 10.1371/journal.pone.0344044 · PLOS One · 2026-03-13

## TL;DR

This study identifies genetic markers linked to high protein content in mulberry leaves, aiding in breeding better forage crops.

## Contribution

The first linked marker for crude protein content in mulberry leaves is developed using InDel markers from whole-genome resequencing.

## Key findings

- 1,155,585 InDel loci were detected, with 11,401 in coding regions.
- A novel marker (Chr1-3-204) showed 89.1% accuracy in predicting protein content.
- Sanger sequencing confirmed 97.7% similarity to the reference genome for the marker.

## Abstract

Mulberry (Morus alba L.), as a crucial dual-purpose crop for medicinal and forage applications, requires genetic improvement of leaf protein content to substantially enhance its feed value. This study utilized 46 mulberry germplasms as test materials, with 29 accessions subjected to whole-genome resequencing on the Illumina HiSeq platform. Based on the resequencing data, Indel primers were designed and screened to analyze genetic diversity and develop Indel markers tightly linked to crude protein content in mulberry leaves. The results showed that a total of 1 155 585 InDel loci were detected in the 29 accessions, with 11 401 InDels located in coding regions (0.99%). Analysis of functional annotations in extreme-phenotype germplasm revealed that 2 563 InDel-containing genes within coding sequence (CDS) regions of high-protein accessions were significantly enriched in catalytic activity and metabolic processes. Further utilizing InDel variations within CDS regions, 98 pairs of InDel primers were designed, yielding a novel linked marker (Chr1-3-204) with distinct amplification patterns between high- and low-protein accessions. Validation in 46 accessions showed 89.1% accuracy (r = 0.726, P < 0.01). Sanger sequencing confirmed its high accuracy (97.7% similarity to reference), with 84% identity to Morus motabilis. This study is the first to develop a linked marker for crude protein content in mulberry leaves, providing a technical reference for the breeding of high-protein mulberry varieties.N

## Linked entities

- **Species:** Morus alba (taxon 3498)

## Full-text entities

- **Genes:** squalene monooxygenase [NCBI Gene 21396175]
- **Diseases:** ORCID iD (MESH:C535742)
- **Chemicals:** amino acids (MESH:D000596), nitrogen (MESH:D009584), H2O (MESH:D014867), polyphenols (MESH:D059808), carbon (MESH:D002244), agarose (MESH:D012685), Mg2+ (-), glycan (MESH:D011134)
- **Species:** Hippophae rhamnoides (sallowthorn, species) [taxon 193516], Osmanthus fragrans (sweet osmanthus, species) [taxon 93977], Populus cathayana (species) [taxon 688333], Morus (genus) [taxon 37577], Solanum tuberosum (potatoes, species) [taxon 4113], Morus alba (white mulberry, species) [taxon 3498], Morus notabilis (species) [taxon 981085], Medicago sativa (alfalfa, species) [taxon 3879], Oryza sativa (Asian cultivated rice, species) [taxon 4530], Bombyx mori (domestic silkworm, species) [taxon 7091], Homo sapiens (human, species) [taxon 9606]

## Full text

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## Figures

9 figures with captions in the complete paper: https://tomesphere.com/paper/PMC12987496/full.md

## References

37 references — full list in the complete paper: https://tomesphere.com/paper/PMC12987496/full.md

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Source: https://tomesphere.com/paper/PMC12987496