# Integrated Bacterial Community and Differential Metabolites Reveal the Impact of Growth Stage on the Quality of Oat Silage

**Authors:** Jiahui Ren, Lei Han, Xiaoyun Ma, Xiaoming Liu, Yinglu Hao, Jirui Yuan, Ziyao Ding, Xiaoting Li, Jingyu Wang, Juanjuan Sun

PMC · DOI: 10.3390/microorganisms14030516 · Microorganisms · 2026-02-24

## TL;DR

This study shows how the growth stage of oats affects silage quality through changes in microbial communities and metabolites.

## Contribution

The novel integration of bacterial community analysis and metabolite profiling reveals growth stage effects on oat silage quality.

## Key findings

- MS silage had optimal fermentation with lowest pH and highest crude protein.
- Bacterial communities shifted from Enterobacter to Lactobacillus with advancing growth stages.
- Metabolite signatures varied by stage, influencing silage quality and nutrient preservation.

## Abstract

Growth stage alters substrate availability and moisture in oats, potentially driving microbial succession and metabolite formation during ensiling. Oats were harvested at flowering (FS), milk ripening (MS) and wax ripening (DS) stages and vacuum-bag ensiled for 120 d (n = 4 per stage). We measured chemical composition and fermentation products, enumerated key microbes, profiled bacterial communities by 16S rRNA gene amplicon sequencing, and characterised metabolites by untargeted LC–MS. With advancing growth stage, dry matter (DM), neutral detergent fibre (NDF) and acid detergent fibre (ADF) increased, whereas crude protein (CP) decreased. MS silage had the lowest pH (4.63) and the highest CP, whereas FS showed higher lactic acid, but the butyric acid (BA) and NH3-N/TN were also significantly higher than those at MS and DS (p < 0.001). Community composition shifted from Enterobacter (FS) toward Lactobacillus enrichment (DS), accompanied by stage-specific metabolite signatures (biogenic amines and indoleacetic acid at FS; betaine and purine metabolites at MS; reduced amines and more amino-acid derivatives at DS). Overall, under the conditions of this study, considering fermentation stability, nutrient preservation, microbial diversity, and metabolic pathways, the best balance was achieved during MS.

## Linked entities

- **Chemicals:** lactic acid (PubChem CID 612), butyric acid (PubChem CID 264), betaine (PubChem CID 247)
- **Species:** Enterobacter (taxon 547), Lactobacillus (taxon 1578)

## Full-text entities

- **Diseases:** MS (MESH:D009103)
- **Chemicals:** BA (MESH:D020148), wax (MESH:D014885), NH3-N (-), purine (MESH:C030985), acid (MESH:D000143), lactic acid (MESH:D019344), amines (MESH:D000588), betaine (MESH:D001622), indoleacetic acid (MESH:C030737), amino-acid (MESH:D000596), TN (MESH:C009497)
- **Species:** Avena sativa (cultivated oat, species) [taxon 4498], Lactobacillus (genus) [taxon 1578], Enterobacter (genus) [taxon 547]

## Full text

_Full body text omitted from this summary view._ Fetch the complete paper as Markdown: https://tomesphere.com/paper/PMC13028840/full.md

## Figures

9 figures with captions in the complete paper: https://tomesphere.com/paper/PMC13028840/full.md

## References

45 references — full list in the complete paper: https://tomesphere.com/paper/PMC13028840/full.md

---
Source: https://tomesphere.com/paper/PMC13028840