# Integrated analysis of transcriptome and metabolome reveals the molecular interactions and regulation of muscle flavor precursors in Tengchong Snow chickens and AA broilers

**Authors:** Min Yang, Ruifang Zhang, Jingying Zhao, Zonghui Jian, Hao Wu, Xiannian Zi, Kun Wang, Zhiqiang Xu, Changrong Ge, Junjing Jia, Lixian Liu, Tengfei Dou

PMC · DOI: 10.3389/fvets.2026.1760840 · Frontiers in Veterinary Science · 2026-03-10

## TL;DR

This study compares flavor precursor molecules and their related genes in two chicken breeds to understand meat flavor differences and improve breeding.

## Contribution

The novel contribution is the identification of key genes and metabolites linked to flavor formation in chicken muscle using integrated transcriptome and metabolome analysis.

## Key findings

- 42 significantly different metabolites were found, including important flavor precursors like (5-L-Glutamyl)-L-glutamate and gamma-Glutamylalanine.
- Key genes correlated with flavor metabolites include NME2, AMPD1, GADL1, ASNS, CARNS1, and CTH.
- A gene-metabolite interaction network was constructed to explain flavor formation in chicken breast muscle.

## Abstract

The flavor of chicken meat is formed by a series of complex chemical reactions, and the flavor precursors are affected by regulatory genes. In order to study the differences of muscle flavor precursors between Tengchong Snow chickens and AA broilers, integrated metabolomics and transcriptomics analyses were used to investigate muscle metabolite profiles and the key genes involved in the metabolism of muscle flavor compounds. The results showed that 42 significantly differentially metabolites were detected, and (5-L-Glutamyl)-L-glutamate, gamma-Glutamylalanine, S-Adenosylhomocysteine, Homo-L-arginine and GMP were important flavor metabolites. The key candidate genes with high correlation with flavor precursor metabolites were identified through correlation analysis as NME2, AMPD1, GADL1, ASNS, CARNS1, and CTH. In addition, the gene-metabolite interaction network for flavor formation in chicken breast muscle was constructed. This study could provide some basic data for the formation mechanism of local chicken excellent meat quality, and provide reference for the development and utilization of local chicken breeds and the selection and breeding of high-quality broilers.

## Linked entities

- **Genes:** NME2 (NME/NM23 nucleoside diphosphate kinase 2) [NCBI Gene 4831], AMPD1 (adenosine monophosphate deaminase 1) [NCBI Gene 270], GADL1 (GAD like acidic amino acid decarboxylase 1) [NCBI Gene 339896], ASNS (asparagine synthetase (glutamine-hydrolyzing)) [NCBI Gene 440], CARNS1 (carnosine synthase 1) [NCBI Gene 57571], CTH (cystathionine gamma-lyase) [NCBI Gene 1491]
- **Chemicals:** (5-L-Glutamyl)-L-glutamate (PubChem CID 92865), gamma-Glutamylalanine (PubChem CID 440103), S-Adenosylhomocysteine (PubChem CID 439155), Homo-L-arginine (PubChem CID 9085), GMP (PubChem CID 135398630)

## Full-text entities

- **Genes:** GADL1 (glutamate decarboxylase like 1) [NCBI Gene 100857134], CARNS1 (carnosine synthase 1) [NCBI Gene 100359387] {aka ATPGD1}, AMPD1 (adenosine monophosphate deaminase 1) [NCBI Gene 772125], NME2 (NME/NM23 nucleoside diphosphate kinase 2) [NCBI Gene 395916] {aka CNDPK, NDPK2}, ASNS (asparagine synthetase (glutamine-hydrolyzing)) [NCBI Gene 420574]
- **Chemicals:** GMP (MESH:C066524), (5-L-Glutamyl)-L-glutamate (-), S-Adenosylhomocysteine (MESH:D012435), gamma-Glutamylalanine (MESH:C061654)
- **Species:** Gallus gallus (bantam, species) [taxon 9031]

## Full text

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## Figures

4 figures with captions in the complete paper: https://tomesphere.com/paper/PMC13008670/full.md

## References

47 references — full list in the complete paper: https://tomesphere.com/paper/PMC13008670/full.md

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Source: https://tomesphere.com/paper/PMC13008670